{
 "cells": [
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-06-11T01:26:40.648377Z",
     "start_time": "2025-06-11T01:26:39.550495Z"
    }
   },
   "cell_type": "code",
   "source": [
    "import sklearn\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import os\n",
    "from matplotlib import font_manager\n",
    "from sklearn.linear_model import LogisticRegression\n",
    "from sklearn.svm import SVC\n",
    "from sklearn.tree import DecisionTreeClassifier\n",
    "from sklearn.ensemble import RandomForestClassifier\n",
    "from sklearn.neighbors import KNeighborsClassifier\n",
    "from sklearn.naive_bayes import GaussianNB\n",
    "from sklearn.model_selection import cross_val_score, GridSearchCV\n",
    "from sklearn.metrics import accuracy_score, classification_report, confusion_matrix\n",
    "import seaborn as sns\n",
    "import time\n",
    "\n",
    "# 设置中文字体\n",
    "plt.rcParams[\"font.sans-serif\"] = [\"SimHei\"]  # 使用黑体字体\n",
    "plt.rcParams[\"axes.unicode_minus\"] = False"
   ],
   "id": "e6b9916ed40d2a04",
   "outputs": [],
   "execution_count": 1
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "",
   "id": "78e5f9c87b53f0e3"
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "",
   "id": "4c9a1d26b5380a83"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-06-11T01:26:40.661113Z",
     "start_time": "2025-06-11T01:26:40.657347Z"
    }
   },
   "cell_type": "code",
   "source": [
    "def unpickle(file):\n",
    "    import pickle\n",
    "\n",
    "    with open(file, \"rb\") as fo:\n",
    "        dict = pickle.load(fo, encoding=\"bytes\")\n",
    "    return dict"
   ],
   "id": "1472876bca0e88f7",
   "outputs": [],
   "execution_count": 2
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-06-11T01:26:40.700031Z",
     "start_time": "2025-06-11T01:26:40.672455Z"
    }
   },
   "cell_type": "code",
   "source": [
    "batch1 = unpickle(\"./data/cifar-10-batches-py/data_batch_1\")\n",
    "print(\"Labels:\")\n",
    "print(batch1[b\"labels\"])\n",
    "print(\"Data:\")\n",
    "print(batch1[b\"data\"])"
   ],
   "id": "a891eef2fa7fdf9f",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Labels:\n",
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1, 2, 9, 2, 2, 1, 6, 3, 9, 1, 1, 5]\n",
      "Data:\n",
      "[[ 59  43  50 ... 140  84  72]\n",
      " [154 126 105 ... 139 142 144]\n",
      " [255 253 253 ...  83  83  84]\n",
      " ...\n",
      " [ 71  60  74 ...  68  69  68]\n",
      " [250 254 211 ... 215 255 254]\n",
      " [ 62  61  60 ... 130 130 131]]\n"
     ]
    }
   ],
   "execution_count": 3
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "使用逻辑回归",
   "id": "619c32b4942bf996"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-06-11T01:26:41.173022Z",
     "start_time": "2025-06-11T01:26:41.034739Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 准备数据进行逻辑回归训练和评估\n",
    "# CIFAR-10数据集包含10个类别，每个样本是32x32x3的彩色图像，展平后为3072维特征\n",
    "\n",
    "# 提取训练数据和标签\n",
    "batches = []\n",
    "for i in range(1, 6):\n",
    "    batch = unpickle(f\"./data/cifar-10-batches-py/data_batch_{i}\")\n",
    "    batches.append(batch)\n",
    "data = np.concatenate([batch[b\"data\"] for batch in batches], axis=0)\n",
    "labels = np.concatenate([batch[b\"labels\"] for batch in batches], axis=0)\n",
    "# 将数据分为训练集和测试集\n",
    "# 划分比例：80%训练集，20%测试集\n",
    "data_len = data.shape[0]\n",
    "train_data_len = int(data_len * 0.8)\n",
    "test_data_len = data_len - train_data_len\n",
    "# 开发时使用较小数据\n",
    "scale_factor = 0.6\n",
    "\n",
    "data = data[: int(data_len * scale_factor)]\n",
    "labels = labels[: int(data_len * scale_factor)]\n",
    "data_len = data.shape[0]\n",
    "train_data_len = int(data_len * 0.8)\n",
    "test_data_len = data_len - train_data_len\n",
    "\n",
    "print(f\"train_data_len: {train_data_len}, test_data_len: {test_data_len}\")"
   ],
   "id": "631730c37520251",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "train_data_len: 24000, test_data_len: 6000\n"
     ]
    }
   ],
   "execution_count": 4
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-06-11T01:26:41.183681Z",
     "start_time": "2025-06-11T01:26:41.179669Z"
    }
   },
   "cell_type": "code",
   "source": [
    "X_train = data[:train_data_len]\n",
    "y_train = labels[:train_data_len]\n",
    "X_test = data[train_data_len:]\n",
    "y_test = labels[train_data_len:]\n",
    "print(f\"X_train.shape: {X_train.shape}, y_train.shape: {y_train.shape}\")\n",
    "print(f\"X_test.shape: {X_test.shape}, y_test.shape: {y_test.shape}\")"
   ],
   "id": "55816f1b3cc40d60",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "X_train.shape: (24000, 3072), y_train.shape: (24000,)\n",
      "X_test.shape: (6000, 3072), y_test.shape: (6000,)\n"
     ]
    }
   ],
   "execution_count": 5
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-06-11T01:26:41.977338Z",
     "start_time": "2025-06-11T01:26:41.212806Z"
    }
   },
   "cell_type": "code",
   "source": [
    "X_train_scaled = X_train.astype(\"float32\") / 255.0\n",
    "X_test_scaled = X_test.astype(\"float32\") / 255.0\n",
    "X_train_scaled = X_train.astype(\"float32\") / 255.0\n",
    "X_test_scaled = X_test.astype(\"float32\") / 255.0\n",
    "print(f\"压缩后的训练数据: {X_train_scaled.shape}\")\n",
    "print(f\"压缩后的测试数据: {X_test_scaled.shape}\")"
   ],
   "id": "f3185554b06e4a09",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "压缩后的训练数据: (24000, 3072)\n",
      "压缩后的测试数据: (6000, 3072)\n"
     ]
    }
   ],
   "execution_count": 6
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-06-11T01:26:44.508803Z",
     "start_time": "2025-06-11T01:26:42.013676Z"
    }
   },
   "cell_type": "code",
   "source": [
    "from sklearn.decomposition import PCA\n",
    "\n",
    "\n",
    "def pca_transform(X_train, X_test):\n",
    "    \"\"\"\n",
    "    使用PCA对数据进行降维\n",
    "    \"\"\"\n",
    "\n",
    "    pca = PCA(n_components=100)  # 保留100个主成分\n",
    "    X_train_pca = pca.fit_transform(X_train)\n",
    "    X_test_pca = pca.transform(X_test)\n",
    "    print(f\"PCA后的训练数据形状: {X_train_pca.shape}\")\n",
    "    print(f\"PCA后的测试数据形状: {X_test_pca.shape}\")\n",
    "    return X_train_pca, X_test_pca\n",
    "\n",
    "\n",
    "X_train_pca, X_test_pca = pca_transform(X_train_scaled, X_test_scaled)"
   ],
   "id": "652938948c58a0f2",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "PCA后的训练数据形状: (24000, 100)\n",
      "PCA后的测试数据形状: (6000, 100)\n"
     ]
    }
   ],
   "execution_count": 7
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-06-11T01:27:15.826707Z",
     "start_time": "2025-06-11T01:26:44.519494Z"
    }
   },
   "cell_type": "code",
   "source": [
    "from skimage.feature import hog\n",
    "from skimage import exposure\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "from skimage import color\n",
    "\n",
    "\n",
    "def extract_hog_features(data):\n",
    "    \"\"\"\n",
    "    对每个图像提取HOG特征\n",
    "    \"\"\"\n",
    "    hog_features = []\n",
    "    hog_images = []\n",
    "\n",
    "    for i in range(data.shape[0]):\n",
    "        # 重塑为32x32的图像 (CIFAR-10图像尺寸)\n",
    "        image = data[i].reshape(32, 32, 3)\n",
    "        # 转换为灰度图像\n",
    "        image = color.rgb2gray(image)\n",
    "\n",
    "        # 提取HOG特征\n",
    "        features, hog_image = hog(\n",
    "            image,\n",
    "            orientations=9,  # 方向数量\n",
    "            pixels_per_cell=(8, 8),  # 每个cell的像素数\n",
    "            cells_per_block=(4, 4),  # 每个block的cell数\n",
    "            visualize=True,  # 返回可视化图像\n",
    "            feature_vector=True,\n",
    "        )  # 返回特征向量\n",
    "\n",
    "        hog_features.append(features)\n",
    "        hog_images.append(hog_image)\n",
    "\n",
    "    return np.array(hog_features), np.array(hog_images)\n",
    "\n",
    "\n",
    "# 对训练集和测试集提取HOG特征\n",
    "print(\"正在提取训练集HOG特征...\")\n",
    "X_train_hog, X_train_hog_images = extract_hog_features(X_train)\n",
    "\n",
    "print(\"正在提取测试集HOG特征...\")\n",
    "X_test_hog, X_test_hog_images = extract_hog_features(X_test)"
   ],
   "id": "748a943203ffa91b",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "正在提取训练集HOG特征...\n",
      "正在提取测试集HOG特征...\n"
     ]
    }
   ],
   "execution_count": 8
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-06-11T01:27:15.846780Z",
     "start_time": "2025-06-11T01:27:15.843718Z"
    }
   },
   "cell_type": "code",
   "source": [
    "print(f\"X_train_hog.shape: {X_train_hog.shape}, X_test_hog.shape: {X_test_hog.shape}\")\n",
    "print(\n",
    "    f\"X_train_hog_images.shape: {X_train_hog_images.shape}, X_test_hog_images.shape: {X_test_hog_images.shape}\"\n",
    ")"
   ],
   "id": "8c8af9a63adeb5ed",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "X_train_hog.shape: (24000, 144), X_test_hog.shape: (6000, 144)\n",
      "X_train_hog_images.shape: (24000, 32, 32), X_test_hog_images.shape: (6000, 32, 32)\n"
     ]
    }
   ],
   "execution_count": 9
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-06-11T01:27:16.143455Z",
     "start_time": "2025-06-11T01:27:15.876148Z"
    }
   },
   "cell_type": "code",
   "source": [
    "image_origin = X_test[0].reshape(3, 32, 32).transpose(1, 2, 0)\n",
    "image_now = X_test_hog_images[0].reshape(32, 32)\n",
    "image_now = exposure.rescale_intensity(image_now, in_range=(0, 10), out_range=(0, 255))\n",
    "image_now = image_now.astype(np.uint8)\n",
    "plt.subplot(1, 2, 1)\n",
    "plt.title(\"原图\")\n",
    "plt.axis(\"off\")\n",
    "plt.imshow(image_origin)\n",
    "plt.subplot(1, 2, 2)\n",
    "plt.title(\"HOG特征\")\n",
    "plt.axis(\"off\")\n",
    "plt.imshow(image_now)"
   ],
   "id": "10f47e1b9c92f929",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x18f0be86150>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 10
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-06-11T01:27:19.837105Z",
     "start_time": "2025-06-11T01:27:16.153023Z"
    }
   },
   "cell_type": "code",
   "source": [
    "def extract_color_histogram_features(data):\n",
    "    \"\"\"\n",
    "    对每个图像提取颜色直方图特征\n",
    "    \"\"\"\n",
    "    hist_features = []\n",
    "\n",
    "    for i in range(data.shape[0]):\n",
    "        # 重塑为32x32x3的图像 (CIFAR-10图像尺寸)\n",
    "        image = data[i].reshape(32, 32, 3)\n",
    "\n",
    "        # 分别计算RGB三个通道的直方图\n",
    "        hist_r = np.histogram(image[:, :, 0], bins=128, range=(0, 255))[0]\n",
    "        hist_g = np.histogram(image[:, :, 1], bins=128, range=(0, 255))[0]\n",
    "        hist_b = np.histogram(image[:, :, 2], bins=128, range=(0, 255))[0]\n",
    "\n",
    "        # 连接三个通道的直方图作为特征\n",
    "        hist_feature = np.concatenate([hist_r, hist_g, hist_b])\n",
    "\n",
    "        # 归一化特征\n",
    "        hist_feature = hist_feature / np.sum(hist_feature)\n",
    "\n",
    "        hist_features.append(hist_feature)\n",
    "\n",
    "    return np.array(hist_features)\n",
    "\n",
    "\n",
    "# 对训练集和测试集提取颜色直方图特征\n",
    "print(\"正在提取训练集颜色直方图特征...\")\n",
    "X_train_color = extract_color_histogram_features(X_train)\n",
    "\n",
    "print(\"正在提取测试集颜色直方图特征...\")\n",
    "X_test_color = extract_color_histogram_features(X_test)\n",
    "\n",
    "print(\n",
    "    f\"X_train_color.shape: {X_train_color.shape}, X_test_color.shape: {X_test_color.shape}\"\n",
    ")"
   ],
   "id": "16a06f17541fc616",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "正在提取训练集颜色直方图特征...\n",
      "正在提取测试集颜色直方图特征...\n",
      "X_train_color.shape: (24000, 384), X_test_color.shape: (6000, 384)\n"
     ]
    }
   ],
   "execution_count": 11
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-06-11T01:27:19.858853Z",
     "start_time": "2025-06-11T01:27:19.854265Z"
    }
   },
   "cell_type": "code",
   "source": [
    "classifiers = {\n",
    "    \"Logistic Regression\": {\n",
    "        \"model\": LogisticRegression(random_state=42),\n",
    "        \"params\": {\"C\": [0.01, 0.05, 0.1], \"max_iter\": [2000]},\n",
    "    },\n",
    "    \"SVM\": {\n",
    "        \"model\": SVC(random_state=42),\n",
    "        \"params\": {\"C\": [0.01, 0.05, 0.1], \"kernel\": [\"linear\", \"rbf\"]},\n",
    "    },\n",
    "    \"Decision Tree\": {\n",
    "        \"model\": DecisionTreeClassifier(random_state=42),\n",
    "        \"params\": {\n",
    "            \"max_depth\": [None, 30, 50, 200],\n",
    "            \"min_samples_split\": [2, 5, 10, 20],\n",
    "        },\n",
    "    },\n",
    "    \"Random Forest\": {\n",
    "        \"model\": RandomForestClassifier(random_state=42),\n",
    "        \"params\": {\"n_estimators\": [100, 1000], \"max_depth\": [None, 30, 50, 200]},\n",
    "    },\n",
    "    \"KNN\": {\n",
    "        \"model\": KNeighborsClassifier(),\n",
    "        \"params\": {\"n_neighbors\": [10, 20], \"weights\": [\"uniform\", \"distance\"]},\n",
    "    },\n",
    "    \"Naive Bayes\": {\"model\": GaussianNB(), \"params\": {}},\n",
    "}"
   ],
   "id": "e256f2af1c173c33",
   "outputs": [],
   "execution_count": 12
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-06-11T02:05:17.551703Z",
     "start_time": "2025-06-11T01:27:19.874258Z"
    }
   },
   "cell_type": "code",
   "source": [
    "def train_and_evaluate_classifiers(X_train, y_train, X_test, y_test, classifiers):\n",
    "    \"\"\"\n",
    "    训练和评估多个分类器\n",
    "\n",
    "    参数:\n",
    "    X_train: 训练集特征\n",
    "    y_train: 训练集标签\n",
    "    X_test: 测试集特征\n",
    "    y_test: 测试集标签\n",
    "    classifiers: 分类器字典\n",
    "\n",
    "    返回:\n",
    "    best_models, best_scores, cv_scores, training_times: 各分类器的结果\n",
    "    \"\"\"\n",
    "    # 存储每个分类器的最佳模型和分数\n",
    "    best_models = {}\n",
    "    best_scores = {}\n",
    "    cv_scores = {}\n",
    "    training_times = {}\n",
    "\n",
    "    # 循环每个分类器，进行训练和评估\n",
    "    for name, clf in classifiers.items():\n",
    "        print(f\"\\n正在训练 {name}...\")\n",
    "        start_time = time.time()\n",
    "\n",
    "        # 使用GridSearchCV找到最佳参数\n",
    "        if clf[\"params\"]:\n",
    "            grid_search = GridSearchCV(\n",
    "                clf[\"model\"], clf[\"params\"], cv=3, n_jobs=-1, scoring=\"accuracy\"\n",
    "            )\n",
    "            grid_search.fit(X_train, y_train)\n",
    "            best_model = grid_search.best_estimator_\n",
    "            best_params = grid_search.best_params_\n",
    "            print(f\"最佳参数: {best_params}\")\n",
    "        else:\n",
    "            best_model = clf[\"model\"]\n",
    "            best_model.fit(X_train, y_train)\n",
    "\n",
    "        # 记录训练时间\n",
    "        training_times[name] = time.time() - start_time\n",
    "\n",
    "        # 计算训练集和测试集的准确率\n",
    "        train_pred = best_model.predict(X_train)\n",
    "        train_accuracy = accuracy_score(y_train, train_pred)\n",
    "\n",
    "        test_pred = best_model.predict(X_test)\n",
    "        test_accuracy = accuracy_score(y_test, test_pred)\n",
    "\n",
    "        # 保存最佳模型和分数\n",
    "        best_models[name] = best_model\n",
    "        best_scores[name] = test_accuracy\n",
    "\n",
    "        # 使用交叉验证评估模型\n",
    "        cv_score = cross_val_score(\n",
    "            best_model, X_train, y_train, cv=5, scoring=\"accuracy\"\n",
    "        )\n",
    "        cv_scores[name] = np.mean(cv_score)\n",
    "\n",
    "        print(f\"训练集准确率: {train_accuracy:.4f}\")\n",
    "        print(f\"测试集准确率: {test_accuracy:.4f}\")\n",
    "        print(f\"交叉验证准确率: {np.mean(cv_score):.4f} ± {np.std(cv_score):.4f}\")\n",
    "        print(f\"训练时间: {training_times[name]:.2f} 秒\")\n",
    "\n",
    "        # 计算并绘制混淆矩阵\n",
    "        plt.figure(figsize=(10, 8))\n",
    "        cm = confusion_matrix(y_test, test_pred)\n",
    "        sns.heatmap(cm, annot=True, fmt=\"d\", cmap=\"Blues\")\n",
    "        plt.title(f\"{name} 混淆矩阵\")\n",
    "        plt.xlabel(\"预测标签\")\n",
    "        plt.ylabel(\"真实标签\")\n",
    "        plt.show()\n",
    "\n",
    "    return best_models, best_scores, cv_scores, training_times\n",
    "\n",
    "\n",
    "# 调用函数进行训练和评估\n",
    "best_models, best_scores, cv_scores, training_times = train_and_evaluate_classifiers(\n",
    "    X_train_pca, y_train, X_test_pca, y_test, classifiers\n",
    ")"
   ],
   "id": "5a82a394f5c7cfa8",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "正在训练 Logistic Regression...\n",
      "最佳参数: {'C': 0.01, 'max_iter': 2000}\n",
      "训练集准确率: 0.4097\n",
      "测试集准确率: 0.3970\n",
      "交叉验证准确率: 0.3932 ± 0.0031\n",
      "训练时间: 4.20 秒\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1000x800 with 2 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "正在训练 SVM...\n",
      "最佳参数: {'C': 0.1, 'kernel': 'rbf'}\n",
      "训练集准确率: 0.4540\n",
      "测试集准确率: 0.4217\n",
      "交叉验证准确率: 0.4153 ± 0.0087\n",
      "训练时间: 140.14 秒\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1000x800 with 2 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "正在训练 Decision Tree...\n",
      "最佳参数: {'max_depth': None, 'min_samples_split': 20}\n",
      "训练集准确率: 0.6657\n",
      "测试集准确率: 0.2692\n",
      "交叉验证准确率: 0.2619 ± 0.0048\n",
      "训练时间: 25.48 秒\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1000x800 with 2 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "正在训练 Random Forest...\n",
      "最佳参数: {'max_depth': 30, 'n_estimators': 1000}\n",
      "训练集准确率: 1.0000\n",
      "测试集准确率: 0.4760\n",
      "交叉验证准确率: 0.4713 ± 0.0060\n",
      "训练时间: 642.47 秒\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1000x800 with 2 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "正在训练 KNN...\n",
      "最佳参数: {'n_neighbors': 10, 'weights': 'distance'}\n",
      "训练集准确率: 1.0000\n",
      "测试集准确率: 0.3730\n",
      "交叉验证准确率: 0.3621 ± 0.0085\n",
      "训练时间: 5.02 秒\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1000x800 with 2 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "正在训练 Naive Bayes...\n",
      "训练集准确率: 0.3444\n",
      "测试集准确率: 0.3383\n",
      "交叉验证准确率: 0.3318 ± 0.0066\n",
      "训练时间: 0.03 秒\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1000x800 with 2 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 13
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-06-11T02:24:40.265242Z",
     "start_time": "2025-06-11T02:24:40.080168Z"
    }
   },
   "cell_type": "code",
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import pandas as pd\n",
    "\n",
    "sns.set(style=\"whitegrid\")\n",
    "\n",
    "# Find the best performing model\n",
    "best_classifier = max(best_scores, key=best_scores.get)\n",
    "best_accuracy = best_scores[best_classifier]\n",
    "final_model = best_models[best_classifier]\n",
    "\n",
    "print(f\"\\nBest performing model: {best_classifier}\")\n",
    "print(f\"Test accuracy: {best_accuracy:.4f}\")\n",
    "\n",
    "# Optional: map Chinese model names to English\n",
    "name_mapping = {\n",
    "    \"支持向量机\": \"SVM\",\n",
    "    \"随机森林\": \"Random Forest\",\n",
    "    \"K近邻\": \"KNN\",\n",
    "    \"逻辑回归\": \"Logistic Regression\",\n",
    "    \"朴素贝叶斯\": \"Naive Bayes\",\n",
    "    \"决策树\": \"Decision Tree\"\n",
    "}\n",
    "model_names = [name_mapping.get(name, name) for name in best_scores.keys()]\n",
    "\n",
    "# Prepare DataFrame\n",
    "df = pd.DataFrame({\n",
    "    \"Model\": model_names,\n",
    "    \"Accuracy\": list(best_scores.values()),\n",
    "    \"Training Time (s)\": [training_times[name] for name in best_scores.keys()]\n",
    "})\n",
    "\n",
    "# Create subplots\n",
    "fig, axes = plt.subplots(1, 2, figsize=(14, 6))\n",
    "\n",
    "# Accuracy bar plot\n",
    "sns.barplot(x=\"Model\", y=\"Accuracy\", data=df, ax=axes[0], palette=\"Blues_d\")\n",
    "axes[0].set_ylim(0, 1)\n",
    "axes[0].set_title(\"Classifier Accuracy Comparison\")\n",
    "axes[0].set_ylabel(\"Test Accuracy\")\n",
    "for container in axes[0].containers:\n",
    "    axes[0].bar_label(container, fmt=\"%.4f\", label_type=\"edge\", padding=2)\n",
    "\n",
    "# Training time line plot\n",
    "sns.lineplot(x=\"Model\", y=\"Training Time (s)\", data=df, ax=axes[1], marker='o', linewidth=2, color='tomato')\n",
    "axes[1].set_title(\"Training Time Comparison\")\n",
    "axes[1].set_ylabel(\"Training Time (s)\")\n",
    "for i, row in df.iterrows():\n",
    "    axes[1].text(i, row[\"Training Time (s)\"] + 0.1, f\"{row['Training Time (s)']:.2f}s\", \n",
    "                 ha='center', va='bottom', fontsize=9)\n",
    "\n",
    "# Beautify layout\n",
    "for ax in axes:\n",
    "    ax.tick_params(axis='x', rotation=45)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()\n"
   ],
   "id": "4112f89ec6c64c38",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Best performing model: Random Forest\n",
      "Test accuracy: 0.4760\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\13306\\AppData\\Local\\Temp\\ipykernel_24672\\1436084766.py:37: FutureWarning: \n",
      "\n",
      "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n",
      "\n",
      "  sns.barplot(x=\"Model\", y=\"Accuracy\", data=df, ax=axes[0], palette=\"Blues_d\")\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1400x600 with 2 Axes>"
      ],
      "image/png": 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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 30
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
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 },
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 "nbformat_minor": 5
}
